{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from torchsummary import summary\n",
    "import torchvision\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        # layer1\n",
    "        self.conv1 = nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3, stride=1, padding=0)\n",
    "        self.batchnorm1 = nn.BatchNorm2d((32))\n",
    "        self.relu1 = nn.ReLU()\n",
    "        self.pooling1 = nn.MaxPool2d((2, 2))\n",
    "        # layer2\n",
    "        self.conv2 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, stride=1, padding=0)\n",
    "        self.batchnorm2 = nn.BatchNorm2d((64))\n",
    "        self.relu2 = nn.ReLU()\n",
    "        self.pooling2 = nn.MaxPool2d((2, 2))\n",
    "        # layer3\n",
    "        self.conv3 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, stride=1, padding=0)\n",
    "        self.batchnorm3 = nn.BatchNorm2d((128))\n",
    "        self.relu3 = nn.ReLU()\n",
    "        self.pooling3 = nn.MaxPool2d((2, 2))\n",
    "        # layer4\n",
    "        self.conv4 = nn.Conv2d(in_channels=128, out_channels=256, kernel_size=3, stride=1, padding=0)\n",
    "        self.batchnorm4 = nn.BatchNorm2d((256))\n",
    "        self.relu4 = nn.ReLU()\n",
    "        self.pooling4 = nn.MaxPool2d((2, 2))\n",
    "        # classifier\n",
    "        self.flatten = nn.Flatten()\n",
    "        # 六个类别\n",
    "        self.linear = nn.Linear(in_features=16384, out_features=6)\n",
    "        self.sigmoid = nn.Sigmoid()\n",
    "        \n",
    "    def forward(self, input):\n",
    "        # layer1\n",
    "        self.conv1_out = self.conv1(input)\n",
    "        self.batchnorm1_out = self.batchnorm1(self.conv1_out)\n",
    "        self.relu1_out = self.relu1(self.batchnorm1_out)\n",
    "        self.pooling1_out = self.pooling1(self.relu1_out)\n",
    "        # layer2\n",
    "        self.conv2_out = self.conv2(self.pooling1_out)\n",
    "        self.batchnorm2_out = self.batchnorm2(self.conv2_out)\n",
    "        self.relu2_out = self.relu2(self.batchnorm2_out)\n",
    "        self.pooling2_out = self.pooling2(self.relu2_out)\n",
    "        # layer3\n",
    "        self.conv3_out = self.conv3(self.pooling2_out)\n",
    "        self.batchnorm3_out = self.batchnorm3(self.conv3_out)\n",
    "        self.relu3_out = self.relu3(self.batchnorm3_out)\n",
    "        self.pooling3_out = self.pooling3(self.relu3_out)\n",
    "        # layer4\n",
    "        self.conv4_out = self.conv4(self.pooling3_out)\n",
    "        self.batchnorm4_out = self.batchnorm4(self.conv4_out)\n",
    "        self.relu4_out = self.relu4(self.batchnorm4_out)\n",
    "        # classifier\n",
    "        self.flatten_out = self.flatten(self.relu4_out)\n",
    "        self.linear_out = self.linear(self.flatten_out)\n",
    "        self.sigmoid_out = self.sigmoid(self.linear_out)\n",
    "        \n",
    "        output = self.sigmoid_out\n",
    "        \n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "识别结果： rottenapples\n"
     ]
    }
   ],
   "source": [
    "mymodel = MyModel()\n",
    "\n",
    "# 输入图片\n",
    "path = '../新鲜水果分类/testImg/apple.jpg'\n",
    "input_image = Image.open(path)\n",
    "plt.imshow(input_image)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "# 将输入的图片转成tensor\n",
    "input_image = torchvision.transforms.Resize((100, 100))(input_image)\n",
    "input_image = torchvision.transforms.ToTensor()(input_image)\n",
    "# 改变图片维度\n",
    "input_image = torch.unsqueeze(input_image, 0)\n",
    "# 加载模型\n",
    "save_dict = torch.load('fresh_fruits.pth')\n",
    "mymodel.load_state_dict(save_dict)\n",
    "# 输入图片到模型\n",
    "output = mymodel(input_image)\n",
    "# 取出最大预测值\n",
    "_, pred = torch.max(output, 1)\n",
    "\n",
    "name = ['freshapples', 'freshbanana', 'freshoranges', \n",
    "        'rottenapples', 'rottenbanana', 'rottenoranges']\n",
    "print('识别结果：', name[pred.item()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "conda-env-pytorch-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
